{"id":7572,"date":"2026-10-02T13:31:44","date_gmt":"2026-10-02T06:31:44","guid":{"rendered":"https:\/\/3dolphins.ai\/retrieval-augmented-generation\/"},"modified":"2026-10-02T18:14:28","modified_gmt":"2026-10-02T11:14:28","slug":"retrieval-augmented-generation","status":"publish","type":"page","link":"https:\/\/3dolphins.ai\/en\/retrieval-augmented-generation\/","title":{"rendered":"Knowledge &#038; RAG"},"content":{"rendered":"<div class=\"wp-block-group alignfull is-layout-constrained wp-container-core-group-is-layout-b0906982 wp-block-group-is-layout-constrained\" style=\"border-style:none;border-width:0px;margin-top:var(--wp--preset--spacing--70);margin-bottom:var(--wp--preset--spacing--70);padding-top:12px;padding-right:0;padding-bottom:0;padding-left:0\">\n<div class=\"wp-block-cover alignfull has-light-color-color has-text-color has-link-color wp-elements-1\" style=\"margin-top:0;margin-bottom:0;padding-top:0;padding-right:var(--wp--preset--spacing--40);padding-bottom:0;padding-left:var(--wp--preset--spacing--40)\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-background-dim-100 has-background-dim has-background-gradient has-gradient-one-gradient-background\"><\/span><div class=\"wp-block-cover__inner-container is-layout-constrained wp-container-core-cover-is-layout-b8bf7227 wp-block-cover-is-layout-constrained\">\n<div class=\"wp-block-group saaslauncher-fade-up is-layout-constrained wp-container-core-group-is-layout-f1b03fc9 wp-block-group-is-layout-constrained\" style=\"margin-top:0;margin-bottom:0;padding-top:0rem;padding-right:0;padding-bottom:0rem;padding-left:0\">\n<div class=\"wp-block-group is-content-justification-center is-nowrap is-layout-flex wp-container-core-group-is-layout-f56f9fcf wp-block-group-is-layout-flex\">\n<div class=\"wp-block-group is-style-saaslauncher-animated-border has-border-color has-background-background-color has-background is-nowrap is-layout-flex wp-container-core-group-is-layout-c720b873 wp-block-group-is-layout-flex\" style=\"border-color:#592ced6e;border-width:1px;border-top-left-radius:80px;border-top-right-radius:80px;border-bottom-left-radius:80px;border-bottom-right-radius:80px;padding-top:5px;padding-right:10px;padding-bottom:5px;padding-left:5px\">\n<div class=\"wp-block-group has-primary-color has-primary-background-color has-text-color has-background has-link-color has-x-small-font-size wp-elements-2 is-layout-constrained wp-container-core-group-is-layout-b116daec wp-block-group-is-layout-constrained\" style=\"border-top-left-radius:80px;border-top-right-radius:80px;border-bottom-left-radius:80px;border-bottom-right-radius:80px;padding-top:3px;padding-right:6px;padding-bottom:3px;padding-left:6px;letter-spacing:5%;text-transform:none\">\n<p class=\"has-light-color-color has-text-color has-link-color has-tiny-font-size wp-elements-3 wp-block-paragraph\">3Dolphins<\/p>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading has-heading-color-color has-text-color has-link-color has-x-small-font-size wp-elements-4\">3DOLPHINS SERVICE SRM<\/h3>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-container-core-group-is-layout-c759c914 wp-block-group-is-layout-constrained\" style=\"margin-top:20px;margin-bottom:0;padding-top:0;padding-bottom:0\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-7387b849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:100%\">\n<h1 class=\"wp-block-heading has-giga-font-size\">Ground every AI answer in knowledge your business approves.<\/h1>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-7387b849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<p class=\"has-text-align-left has-foreground-color has-text-color has-link-color has-normal-font-size wp-elements-5 wp-block-paragraph\" style=\"line-height:1.5\">Connect policies, product information, procedures, and enterprise knowledge so GenAI responses are relevant, traceable, and easier to govern.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-style-button-transofom-on-hover is-content-justification-left is-layout-flex wp-container-core-buttons-is-layout-c4623d8b wp-block-buttons-is-layout-flex\" style=\"margin-top:36px\">\n<div class=\"wp-block-button is-style-button-with-uparrow-icon\"><a class=\"wp-block-button__link has-small-font-size has-custom-font-size wp-element-button\" href=\"https:\/\/3dolphins.ai\/en\/contact-us\/\" style=\"border-style:none;border-width:0px;border-top-left-radius:80px;border-top-right-radius:80px;border-bottom-left-radius:80px;border-bottom-right-radius:80px;padding-top:18px;padding-right:24px;padding-bottom:18px;padding-left:24px\">Talk to Sales<\/a><\/div>\n\n\n\n<div class=\"wp-block-button is-style-button-hover-secondary-bgcolor\"><a class=\"wp-block-button__link has-primary-color has-light-color-background-color has-text-color has-background has-link-color has-small-font-size has-custom-font-size wp-element-button\" href=\"#capabilities\" style=\"border-style:none;border-width:0px;border-top-left-radius:80px;border-top-right-radius:80px;border-bottom-left-radius:80px;border-bottom-right-radius:80px;padding-top:18px;padding-right:24px;padding-bottom:18px;padding-left:24px\">Explore Product<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n<\/div>\n<\/div>\n<\/div>\n<\/div><\/div>\n<\/div>\n\n\n\n<div id=\"capabilities\" class=\"wp-block-group alignfull is-layout-constrained wp-container-core-group-is-layout-25679f8b wp-block-group-is-layout-constrained\" style=\"padding-top:64px;padding-right:24px;padding-bottom:64px;padding-left:24px\">\n<h2 class=\"wp-block-heading has-large-font-size\">Give every answer a trusted information foundation<\/h2>\n\n<p class=\"wp-block-paragraph\">Retrieval-augmented generation connects an AI response with information retrieved from the knowledge sources included in the deployment. The goal is to answer with relevant business context rather than relying only on a model\u2019s general knowledge.<\/p>\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-7387b849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-group has-border-color has-border-color-border-color is-layout-constrained wp-container-core-group-is-layout-318022ab wp-block-group-is-layout-constrained\" style=\"border-width:1px;border-radius:24px;padding-top:24px;padding-right:24px;padding-bottom:24px;padding-left:24px\">\n<h3 class=\"wp-block-heading has-medium-font-size\">Approved knowledge sources<\/h3>\n\n<p class=\"wp-block-paragraph\">Define which documents, policies, and resources the AI should use. Content ownership and access matter as much as the amount of material available.<\/p>\n<\/div>\n<\/div>\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-group has-border-color has-border-color-border-color is-layout-constrained wp-container-core-group-is-layout-318022ab wp-block-group-is-layout-constrained\" style=\"border-width:1px;border-radius:24px;padding-top:24px;padding-right:24px;padding-bottom:24px;padding-left:24px\">\n<h3 class=\"wp-block-heading has-medium-font-size\">Relevant context retrieval<\/h3>\n\n<p class=\"wp-block-paragraph\">Retrieve information related to the question or task. Better-organized knowledge helps the AI work with context that is useful for the request.<\/p>\n<\/div>\n<\/div>\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-group has-border-color has-border-color-border-color is-layout-constrained wp-container-core-group-is-layout-318022ab wp-block-group-is-layout-constrained\" style=\"border-width:1px;border-radius:24px;padding-top:24px;padding-right:24px;padding-bottom:24px;padding-left:24px\">\n<h3 class=\"wp-block-heading has-medium-font-size\">Governed response preparation<\/h3>\n\n<p class=\"wp-block-paragraph\">Design the response around the available evidence and the permitted use of that knowledge. Missing, outdated, or conflicting information needs a clear fallback.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-group alignfull is-layout-constrained wp-container-core-group-is-layout-25679f8b wp-block-group-is-layout-constrained\" style=\"padding-top:64px;padding-right:24px;padding-bottom:64px;padding-left:24px\">\n<h2 class=\"wp-block-heading has-large-font-size\">Improve answers by improving the knowledge behind them<\/h2>\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-7387b849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-group has-border-color has-border-color-border-color is-layout-constrained wp-container-core-group-is-layout-318022ab wp-block-group-is-layout-constrained\" style=\"border-width:1px;border-radius:24px;padding-top:24px;padding-right:24px;padding-bottom:24px;padding-left:24px\">\n<h3 class=\"wp-block-heading has-medium-font-size\">Bring business context into the answer<\/h3>\n\n<p class=\"wp-block-paragraph\">Use product guidance, approved policies, and operational information that relate to the actual question. General model knowledge is not a substitute for your organization\u2019s current rules.<\/p>\n<\/div>\n<\/div>\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-group has-border-color has-border-color-border-color is-layout-constrained wp-container-core-group-is-layout-318022ab wp-block-group-is-layout-constrained\" style=\"border-width:1px;border-radius:24px;padding-top:24px;padding-right:24px;padding-bottom:24px;padding-left:24px\">\n<h3 class=\"wp-block-heading has-medium-font-size\">Keep knowledge accountable<\/h3>\n\n<p class=\"wp-block-paragraph\">Give source content an owner and a review process. An outdated document can produce an outdated answer even when retrieval works correctly.<\/p>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-7387b849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-group has-border-color has-border-color-border-color is-layout-constrained wp-container-core-group-is-layout-318022ab wp-block-group-is-layout-constrained\" style=\"border-width:1px;border-radius:24px;padding-top:24px;padding-right:24px;padding-bottom:24px;padding-left:24px\">\n<h3 class=\"wp-block-heading has-medium-font-size\">Support customers and employees<\/h3>\n\n<p class=\"wp-block-paragraph\">Use the same approved foundation for customer assistance, agent support, or internal guidance where access allows. Different audiences may need different knowledge scopes.<\/p>\n<\/div>\n<\/div>\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-group has-border-color has-border-color-border-color is-layout-constrained wp-container-core-group-is-layout-318022ab wp-block-group-is-layout-constrained\" style=\"border-width:1px;border-radius:24px;padding-top:24px;padding-right:24px;padding-bottom:24px;padding-left:24px\">\n<h3 class=\"wp-block-heading has-medium-font-size\">Learn from unanswered questions<\/h3>\n\n<p class=\"wp-block-paragraph\">Review requests that cannot be answered reliably. Repeated gaps can show where your content needs clearer explanations or additional coverage.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div id=\"workflow\" class=\"wp-block-group alignfull is-layout-constrained wp-container-core-group-is-layout-25679f8b wp-block-group-is-layout-constrained\" style=\"padding-top:64px;padding-right:24px;padding-bottom:64px;padding-left:24px\">\n<h2 class=\"wp-block-heading has-large-font-size\">Follow the work from request to result<\/h2>\n\n<p class=\"wp-block-paragraph\">Define the information, owner, and expected outcome at each step.<\/p>\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-7387b849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-group has-border-color has-border-color-border-color is-layout-constrained wp-container-core-group-is-layout-318022ab wp-block-group-is-layout-constrained\" style=\"border-width:1px;border-radius:24px;padding-top:24px;padding-right:24px;padding-bottom:24px;padding-left:24px\">\n<p class=\"wp-block-paragraph\">01<\/p>\n\n<h3 class=\"wp-block-heading has-medium-font-size\">Ask<\/h3>\n\n<p class=\"wp-block-paragraph\">Identify the question and its intended audience.<\/p>\n<\/div>\n<\/div>\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-group has-border-color has-border-color-border-color is-layout-constrained wp-container-core-group-is-layout-318022ab wp-block-group-is-layout-constrained\" style=\"border-width:1px;border-radius:24px;padding-top:24px;padding-right:24px;padding-bottom:24px;padding-left:24px\">\n<p class=\"wp-block-paragraph\">02<\/p>\n\n<h3 class=\"wp-block-heading has-medium-font-size\">Retrieve<\/h3>\n\n<p class=\"wp-block-paragraph\">Find relevant information from the permitted sources.<\/p>\n<\/div>\n<\/div>\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-group has-border-color has-border-color-border-color is-layout-constrained wp-container-core-group-is-layout-318022ab wp-block-group-is-layout-constrained\" style=\"border-width:1px;border-radius:24px;padding-top:24px;padding-right:24px;padding-bottom:24px;padding-left:24px\">\n<p class=\"wp-block-paragraph\">03<\/p>\n\n<h3 class=\"wp-block-heading has-medium-font-size\">Prepare<\/h3>\n\n<p class=\"wp-block-paragraph\">Build the answer around the available business context.<\/p>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-7387b849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-group has-border-color has-border-color-border-color is-layout-constrained wp-container-core-group-is-layout-318022ab wp-block-group-is-layout-constrained\" style=\"border-width:1px;border-radius:24px;padding-top:24px;padding-right:24px;padding-bottom:24px;padding-left:24px\">\n<p class=\"wp-block-paragraph\">04<\/p>\n\n<h3 class=\"wp-block-heading has-medium-font-size\">Check<\/h3>\n\n<p class=\"wp-block-paragraph\">Apply the response rules and identify uncertainty.<\/p>\n<\/div>\n<\/div>\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-group has-border-color has-border-color-border-color is-layout-constrained wp-container-core-group-is-layout-318022ab wp-block-group-is-layout-constrained\" style=\"border-width:1px;border-radius:24px;padding-top:24px;padding-right:24px;padding-bottom:24px;padding-left:24px\">\n<p class=\"wp-block-paragraph\">05<\/p>\n\n<h3 class=\"wp-block-heading has-medium-font-size\">Improve<\/h3>\n\n<p class=\"wp-block-paragraph\">Review unresolved questions and maintain the knowledge.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div id=\"use-cases\" class=\"wp-block-group alignfull is-layout-constrained wp-container-core-group-is-layout-25679f8b wp-block-group-is-layout-constrained\" style=\"padding-top:64px;padding-right:24px;padding-bottom:64px;padding-left:24px\">\n<h2 class=\"wp-block-heading has-large-font-size\">Put the capability to work in a real business journey<\/h2>\n\n<p class=\"wp-block-paragraph\">Choose the journey that matches the work your team needs to complete.<\/p>\n\n<div data-wp-context=\"{&quot;tabsId&quot;:&quot;tabs_1&quot;,&quot;activeTabIndex&quot;:0}\" data-wp-init=\"callbacks.onTabsInit\" data-wp-interactive=\"core\/tabs\" data-wp-on--keydown=\"actions.handleTabKeyDown\" class=\"wp-block-tabs is-layout-flow wp-block-tabs-is-layout-flow\">\n<div aria-label=\"Tabbed content\" role=\"tablist\" class=\"wp-block-tab-list is-layout-flex wp-block-tab-list-is-layout-flex\"><button aria-controls=\"tabs_1-tab-0\" data-wp-bind--aria-selected=\"state.isActiveTab\" data-wp-bind--tabindex=\"state.tabIndexAttribute\" data-wp-context=\"{&quot;tabIndex&quot;:0}\" data-wp-on--click=\"actions.handleTabClick\" data-wp-on--keydown=\"actions.handleTabKeyDown\" id=\"tab__tabs_1-tab-0\" type=\"button\" role=\"tab\">Customer Support<\/button><button aria-controls=\"tabs_1-tab-1\" data-wp-bind--aria-selected=\"state.isActiveTab\" data-wp-bind--tabindex=\"state.tabIndexAttribute\" data-wp-context=\"{&quot;tabIndex&quot;:1}\" data-wp-on--click=\"actions.handleTabClick\" data-wp-on--keydown=\"actions.handleTabKeyDown\" id=\"tab__tabs_1-tab-1\" type=\"button\" role=\"tab\">Technical Support<\/button><button aria-controls=\"tabs_1-tab-2\" data-wp-bind--aria-selected=\"state.isActiveTab\" data-wp-bind--tabindex=\"state.tabIndexAttribute\" data-wp-context=\"{&quot;tabIndex&quot;:2}\" data-wp-on--click=\"actions.handleTabClick\" data-wp-on--keydown=\"actions.handleTabKeyDown\" id=\"tab__tabs_1-tab-2\" type=\"button\" role=\"tab\">Employee Knowledge<\/button><\/div>\n\n<div class=\"wp-block-tab-panels\">\n<section hidden aria-labelledby=\"tab__tabs_1-tab-0\" data-wp-bind--hidden=\"!state.isActiveTab\" id=\"tabs_1-tab-0\" role=\"tabpanel\" tabindex=\"0\" class=\"wp-block-tab-panel is-layout-flow wp-block-tab-panel-is-layout-flow\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-7387b849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<h3 class=\"wp-block-heading has-medium-font-size\">Explain policy with the right business context<\/h3>\n\n<p class=\"wp-block-paragraph\">A customer asks about a return or service policy. Retrieve the relevant approved guidance and explain the next step in language suited to the customer.<\/p>\n\n<ul class=\"wp-block-list\">\n<li>Use the permitted customer-facing sources<\/li>\n\n<li>Keep the response aligned with the available guidance<\/li>\n\n<li>Hand over exceptions that need a person<\/li>\n<\/ul>\n<\/div>\n<\/div>\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-group has-border-color has-border-color-border-color is-layout-constrained wp-container-core-group-is-layout-318022ab wp-block-group-is-layout-constrained\" style=\"border-width:1px;border-radius:24px;padding-top:24px;padding-right:24px;padding-bottom:24px;padding-left:24px\">\n<h3 class=\"wp-block-heading has-medium-font-size\">What to review<\/h3>\n\n<p class=\"wp-block-paragraph\">Review answer relevance and questions that still need agent help.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/section>\n\n<section hidden aria-labelledby=\"tab__tabs_1-tab-1\" data-wp-bind--hidden=\"!state.isActiveTab\" id=\"tabs_1-tab-1\" role=\"tabpanel\" tabindex=\"0\" class=\"wp-block-tab-panel is-layout-flow wp-block-tab-panel-is-layout-flow\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-7387b849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<h3 class=\"wp-block-heading has-medium-font-size\">Prepare troubleshooting from maintained resources<\/h3>\n\n<p class=\"wp-block-paragraph\">An agent needs the appropriate guide for a reported issue. Retrieve the relevant technical context and support a clear sequence of checks.<\/p>\n\n<ul class=\"wp-block-list\">\n<li>Identify the product and issue context<\/li>\n\n<li>Use the current approved troubleshooting material<\/li>\n\n<li>Escalate when the available evidence is insufficient<\/li>\n<\/ul>\n<\/div>\n<\/div>\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-group has-border-color has-border-color-border-color is-layout-constrained wp-container-core-group-is-layout-318022ab wp-block-group-is-layout-constrained\" style=\"border-width:1px;border-radius:24px;padding-top:24px;padding-right:24px;padding-bottom:24px;padding-left:24px\">\n<h3 class=\"wp-block-heading has-medium-font-size\">What to review<\/h3>\n\n<p class=\"wp-block-paragraph\">Review agent preparation time and recurring knowledge gaps.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/section>\n\n<section hidden aria-labelledby=\"tab__tabs_1-tab-2\" data-wp-bind--hidden=\"!state.isActiveTab\" id=\"tabs_1-tab-2\" role=\"tabpanel\" tabindex=\"0\" class=\"wp-block-tab-panel is-layout-flow wp-block-tab-panel-is-layout-flow\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-7387b849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<h3 class=\"wp-block-heading has-medium-font-size\">Make internal guidance easier to use<\/h3>\n\n<p class=\"wp-block-paragraph\">An employee asks about a process or internal policy. Scope the knowledge to the audience and prepare an answer from the permitted resources.<\/p>\n\n<ul class=\"wp-block-list\">\n<li>Use resources approved for the employee audience<\/li>\n\n<li>Respect the knowledge access defined for the workflow<\/li>\n\n<li>Route unclear policy interpretations to the owner<\/li>\n<\/ul>\n<\/div>\n<\/div>\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-group has-border-color has-border-color-border-color is-layout-constrained wp-container-core-group-is-layout-318022ab wp-block-group-is-layout-constrained\" style=\"border-width:1px;border-radius:24px;padding-top:24px;padding-right:24px;padding-bottom:24px;padding-left:24px\">\n<h3 class=\"wp-block-heading has-medium-font-size\">What to review<\/h3>\n\n<p class=\"wp-block-paragraph\">Review knowledge usefulness and repeated policy questions.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/section>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-group alignfull is-layout-constrained wp-container-core-group-is-layout-25679f8b wp-block-group-is-layout-constrained\" style=\"padding-top:64px;padding-right:24px;padding-bottom:64px;padding-left:24px\">\n<h2 class=\"wp-block-heading has-large-font-size\">Define success before you scale<\/h2>\n\n<p class=\"wp-block-paragraph\">Use your own baseline and review the results against the task your team wants to improve.<\/p>\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-7387b849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-group has-border-color has-border-color-border-color is-layout-constrained wp-container-core-group-is-layout-318022ab wp-block-group-is-layout-constrained\" style=\"border-width:1px;border-radius:24px;padding-top:24px;padding-right:24px;padding-bottom:24px;padding-left:24px\">\n<h3 class=\"wp-block-heading has-medium-font-size\">Answer usefulness<\/h3>\n\n<p class=\"wp-block-paragraph\">Does the response address the task using relevant information?<\/p>\n<\/div>\n<\/div>\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-group has-border-color has-border-color-border-color is-layout-constrained wp-container-core-group-is-layout-318022ab wp-block-group-is-layout-constrained\" style=\"border-width:1px;border-radius:24px;padding-top:24px;padding-right:24px;padding-bottom:24px;padding-left:24px\">\n<h3 class=\"wp-block-heading has-medium-font-size\">Knowledge coverage<\/h3>\n\n<p class=\"wp-block-paragraph\">Which important questions have no adequate source?<\/p>\n<\/div>\n<\/div>\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-group has-border-color has-border-color-border-color is-layout-constrained wp-container-core-group-is-layout-318022ab wp-block-group-is-layout-constrained\" style=\"border-width:1px;border-radius:24px;padding-top:24px;padding-right:24px;padding-bottom:24px;padding-left:24px\">\n<h3 class=\"wp-block-heading has-medium-font-size\">Content freshness<\/h3>\n\n<p class=\"wp-block-paragraph\">Are the sources maintained by accountable content owners?<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div id=\"faq\" class=\"wp-block-group saaslauncher-faq has-background-background-color has-background is-layout-constrained wp-container-core-group-is-layout-2b262a92 wp-block-group-is-layout-constrained\" style=\"border-style:none;border-width:0px;margin-top:0;margin-bottom:0;padding-top:0rem;padding-right:var(--wp--preset--spacing--40);padding-bottom:8rem;padding-left:var(--wp--preset--spacing--40)\">\n<h2 class=\"wp-block-heading has-text-align-center\" style=\"font-size:clamp(35.2px, 2.2rem + ((1vw - 3.2px) * 1.756), 64px);\">Questions before you get started<\/h2>\n\n\n<div data-wp-context=\"{ &quot;autoclose&quot;: true, &quot;accordionItems&quot;: [] }\" data-wp-interactive=\"core\/accordion\" role=\"group\" class=\"wp-block-accordion saaslauncher-fade-up is-layout-flow wp-container-core-accordion-is-layout-0d68eebf wp-block-accordion-is-layout-flow\" style=\"border-style:none;border-width:0px;border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-left-radius:0px;border-bottom-right-radius:0px;margin-top:0;margin-bottom:0;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px\">\n<div data-wp-class--is-open=\"state.isOpen\" data-wp-context=\"{ &quot;id&quot;: &quot;accordion-item-2&quot;, &quot;openByDefault&quot;: false }\" data-wp-init=\"callbacks.initAccordionItems\" data-wp-on-window--hashchange=\"callbacks.hashChange\" class=\"wp-block-accordion-item has-border-color has-border-color-border-color has-background-alt-background-color has-background is-layout-flow wp-container-core-accordion-item-is-layout-43f3dbfd wp-block-accordion-item-is-layout-flow\" style=\"border-width:1px;border-top-left-radius:24px;border-top-right-radius:24px;border-bottom-left-radius:24px;border-bottom-right-radius:24px;padding-top:16px;padding-right:24px;padding-bottom:16px;padding-left:24px\">\n<h3 class=\"wp-block-accordion-heading has-icon has-icon-right has-heading-color-color has-text-color has-link-color has-medium-font-size wp-elements-6\" style=\"font-style:normal;font-weight:400\"><button aria-expanded=\"false\" aria-controls=\"accordion-item-2-panel\" data-wp-bind--aria-expanded=\"state.isOpen\" data-wp-on--click=\"actions.toggle\" id=\"accordion-item-2\" type=\"button\" class=\"wp-block-accordion-heading__toggle\"><span class=\"wp-block-accordion-heading__toggle-title\">Does RAG guarantee a correct answer?<\/span><span class=\"wp-block-accordion-heading__toggle-icon\" aria-hidden=\"true\">+<\/span><\/button><\/h3>\n\n\n\n<div aria-labelledby=\"accordion-item-2\" data-wp-bind--hidden=\"state.isHidden\" data-wp-on--beforematch=\"actions.handleBeforeMatch\" id=\"accordion-item-2-panel\" role=\"region\" class=\"wp-block-accordion-panel is-layout-flow wp-block-accordion-panel-is-layout-flow\" style=\"padding-bottom:0\">\n<p class=\"has-foreground-alt-color has-text-color has-link-color wp-elements-7 wp-block-paragraph\">No. Retrieval can reduce reliance on unsupported general knowledge, but results still depend on the sources, retrieval quality, model behavior, and response controls.<\/p>\n<\/div>\n<\/div>\n\n\n<div data-wp-class--is-open=\"state.isOpen\" data-wp-context=\"{ &quot;id&quot;: &quot;accordion-item-3&quot;, &quot;openByDefault&quot;: false }\" data-wp-init=\"callbacks.initAccordionItems\" data-wp-on-window--hashchange=\"callbacks.hashChange\" class=\"wp-block-accordion-item has-border-color has-border-color-border-color has-background-alt-background-color has-background is-layout-flow wp-container-core-accordion-item-is-layout-43f3dbfd wp-block-accordion-item-is-layout-flow\" style=\"border-width:1px;border-top-left-radius:24px;border-top-right-radius:24px;border-bottom-left-radius:24px;border-bottom-right-radius:24px;padding-top:16px;padding-right:24px;padding-bottom:16px;padding-left:24px\">\n<h3 class=\"wp-block-accordion-heading has-icon has-icon-right has-heading-color-color has-text-color has-link-color has-medium-font-size wp-elements-8\" style=\"font-style:normal;font-weight:400\"><button aria-expanded=\"false\" aria-controls=\"accordion-item-3-panel\" data-wp-bind--aria-expanded=\"state.isOpen\" data-wp-on--click=\"actions.toggle\" id=\"accordion-item-3\" type=\"button\" class=\"wp-block-accordion-heading__toggle\"><span class=\"wp-block-accordion-heading__toggle-title\">Is a knowledge base the same as RAG?<\/span><span class=\"wp-block-accordion-heading__toggle-icon\" aria-hidden=\"true\">+<\/span><\/button><\/h3>\n\n\n\n<div aria-labelledby=\"accordion-item-3\" data-wp-bind--hidden=\"state.isHidden\" data-wp-on--beforematch=\"actions.handleBeforeMatch\" id=\"accordion-item-3-panel\" role=\"region\" class=\"wp-block-accordion-panel is-layout-flow wp-block-accordion-panel-is-layout-flow\" style=\"padding-bottom:0\">\n<p class=\"has-foreground-alt-color has-text-color has-link-color wp-elements-9 wp-block-paragraph\">A knowledge base stores and organizes information. RAG is an approach for retrieving relevant information and using it to prepare a generated response.<\/p>\n<\/div>\n<\/div>\n\n\n<div data-wp-class--is-open=\"state.isOpen\" data-wp-context=\"{ &quot;id&quot;: &quot;accordion-item-4&quot;, &quot;openByDefault&quot;: false }\" data-wp-init=\"callbacks.initAccordionItems\" data-wp-on-window--hashchange=\"callbacks.hashChange\" class=\"wp-block-accordion-item has-border-color has-border-color-border-color has-background-alt-background-color has-background is-layout-flow wp-container-core-accordion-item-is-layout-43f3dbfd wp-block-accordion-item-is-layout-flow\" style=\"border-width:1px;border-top-left-radius:24px;border-top-right-radius:24px;border-bottom-left-radius:24px;border-bottom-right-radius:24px;padding-top:16px;padding-right:24px;padding-bottom:16px;padding-left:24px\">\n<h3 class=\"wp-block-accordion-heading has-icon has-icon-right has-heading-color-color has-text-color has-link-color has-medium-font-size wp-elements-10\" style=\"font-style:normal;font-weight:400\"><button aria-expanded=\"false\" aria-controls=\"accordion-item-4-panel\" data-wp-bind--aria-expanded=\"state.isOpen\" data-wp-on--click=\"actions.toggle\" id=\"accordion-item-4\" type=\"button\" class=\"wp-block-accordion-heading__toggle\"><span class=\"wp-block-accordion-heading__toggle-title\">How is AI memory different from knowledge?<\/span><span class=\"wp-block-accordion-heading__toggle-icon\" aria-hidden=\"true\">+<\/span><\/button><\/h3>\n\n\n\n<div aria-labelledby=\"accordion-item-4\" data-wp-bind--hidden=\"state.isHidden\" data-wp-on--beforematch=\"actions.handleBeforeMatch\" id=\"accordion-item-4-panel\" role=\"region\" class=\"wp-block-accordion-panel is-layout-flow wp-block-accordion-panel-is-layout-flow\" style=\"padding-bottom:0\">\n<p class=\"has-foreground-alt-color has-text-color has-link-color wp-elements-11 wp-block-paragraph\">Knowledge provides reference information. Memory can retain the context needed for continuity in a task or interaction. The scope and retention of memory need to be defined separately.<\/p>\n<\/div>\n<\/div>\n\n\n<div data-wp-class--is-open=\"state.isOpen\" data-wp-context=\"{ &quot;id&quot;: &quot;accordion-item-5&quot;, &quot;openByDefault&quot;: false }\" data-wp-init=\"callbacks.initAccordionItems\" data-wp-on-window--hashchange=\"callbacks.hashChange\" class=\"wp-block-accordion-item has-border-color has-border-color-border-color has-background-alt-background-color has-background is-layout-flow wp-container-core-accordion-item-is-layout-43f3dbfd wp-block-accordion-item-is-layout-flow\" style=\"border-width:1px;border-top-left-radius:24px;border-top-right-radius:24px;border-bottom-left-radius:24px;border-bottom-right-radius:24px;padding-top:16px;padding-right:24px;padding-bottom:16px;padding-left:24px\">\n<h3 class=\"wp-block-accordion-heading has-icon has-icon-right has-heading-color-color has-text-color has-link-color has-medium-font-size wp-elements-12\" style=\"font-style:normal;font-weight:400\"><button aria-expanded=\"false\" aria-controls=\"accordion-item-5-panel\" data-wp-bind--aria-expanded=\"state.isOpen\" data-wp-on--click=\"actions.toggle\" id=\"accordion-item-5\" type=\"button\" class=\"wp-block-accordion-heading__toggle\"><span class=\"wp-block-accordion-heading__toggle-title\">How should we prepare our content?<\/span><span class=\"wp-block-accordion-heading__toggle-icon\" aria-hidden=\"true\">+<\/span><\/button><\/h3>\n\n\n\n<div aria-labelledby=\"accordion-item-5\" data-wp-bind--hidden=\"state.isHidden\" data-wp-on--beforematch=\"actions.handleBeforeMatch\" id=\"accordion-item-5-panel\" role=\"region\" class=\"wp-block-accordion-panel is-layout-flow wp-block-accordion-panel-is-layout-flow\" style=\"padding-bottom:0\">\n<p class=\"has-foreground-alt-color has-text-color has-link-color wp-elements-13 wp-block-paragraph\">Start with maintained, authoritative resources. Remove contradictory guidance, identify content owners, and test the questions your users actually ask.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-group has-center-bottom-gradient-gradient-background has-background is-layout-constrained wp-container-core-group-is-layout-2c304cf2 wp-block-group-is-layout-constrained\" style=\"margin-top:0;margin-bottom:0;padding-top:1.43rem;padding-right:var(--wp--preset--spacing--40);padding-bottom:1.43rem;padding-left:var(--wp--preset--spacing--40)\">\n<div class=\"wp-block-group is-content-justification-center is-nowrap is-layout-flex wp-container-core-group-is-layout-0f00adeb wp-block-group-is-layout-flex\" style=\"border-style:none;border-width:0px;border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-left-radius:0px;border-bottom-right-radius:0px;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px\">\n<div class=\"wp-block-group has-border-color has-secondary-shade-1-border-color has-primary-shade-2-background-color has-background is-layout-constrained wp-container-core-group-is-layout-154e22bb wp-block-group-is-layout-constrained\" style=\"border-width:1px;border-top-left-radius:80px;border-top-right-radius:80px;border-bottom-left-radius:80px;border-bottom-right-radius:80px;padding-top:5px;padding-right:12px;padding-bottom:5px;padding-left:12px\">\n<p class=\"has-light-color-color has-text-color has-link-color wp-elements-14 wp-block-paragraph\">LET\u2019S TALK<\/p>\n<\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading has-text-align-center has-light-color-color has-text-color has-link-color wp-elements-15\" style=\"font-size:clamp(35.2px, 2.2rem + ((1vw - 3.2px) * 1.756), 64px);font-style:normal;font-weight:500;line-height:1.4\">Bring Knowledge &amp; RAG into your connected service operation.<\/h2>\n\n\n\n<div class=\"wp-block-buttons is-style-button-transofom-on-hover is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-5cee6165 wp-block-buttons-is-layout-flex\" style=\"margin-top:40px\">\n<div class=\"wp-block-button is-style-button-with-uparrow-icon\"><a class=\"wp-block-button__link has-medium-font-size has-custom-font-size wp-element-button\" href=\"https:\/\/3dolphins.ai\/en\/contact-us\/\" style=\"border-radius:80px;padding-top:18px;padding-right:28px;padding-bottom:18px;padding-left:28px\">Contact Us Now!<\/a><\/div>\n<\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>Give every answer a trusted information foundation Retrieval-augmented generation connects an AI response with information retrieved from the knowledge sources included in the deployment. The goal is to answer with relevant business context rather than relying only on a model\u2019s general knowledge. Approved knowledge sources Define which documents, policies, and resources the AI should use&#8230;.<\/p>","protected":false},"author":3,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"nf_dc_page":"","om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"footnotes":""},"class_list":["post-7572","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Knowledge &amp; RAG untuk Mendukung Jawaban Kontekstual | 3Dolphins.ai<\/title>\n<meta name=\"description\" content=\"Hubungkan jawaban AI dengan dokumen dan pengetahuan bisnis melalui retrieval-augmented generation. Dukung respons yang kontekstual dan dapat ditelusuri.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/3dolphins.ai\/en\/retrieval-augmented-generation\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Knowledge &amp; RAG untuk Mendukung Jawaban Kontekstual | 3Dolphins.ai\" \/>\n<meta property=\"og:description\" content=\"Hubungkan jawaban AI dengan dokumen dan pengetahuan bisnis melalui retrieval-augmented generation. Dukung respons yang kontekstual dan dapat ditelusuri.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/3dolphins.ai\/en\/retrieval-augmented-generation\/\" \/>\n<meta property=\"article:modified_time\" content=\"2026-10-02T11:14:28+00:00\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"4 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/3dolphins.ai\\\/retrieval-augmented-generation\\\/\",\"url\":\"https:\\\/\\\/3dolphins.ai\\\/retrieval-augmented-generation\\\/\",\"name\":\"Knowledge & RAG untuk Mendukung Jawaban Kontekstual | 3Dolphins.ai\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/3dolphins.ai\\\/#website\"},\"datePublished\":\"2026-10-02T06:31:44+00:00\",\"dateModified\":\"2026-10-02T11:14:28+00:00\",\"description\":\"Hubungkan jawaban AI dengan dokumen dan pengetahuan bisnis melalui retrieval-augmented generation. Dukung respons yang kontekstual dan dapat ditelusuri.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/3dolphins.ai\\\/retrieval-augmented-generation\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/3dolphins.ai\\\/retrieval-augmented-generation\\\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/3dolphins.ai\\\/retrieval-augmented-generation\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/3dolphins.ai\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Knowledge &#038; RAG\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/3dolphins.ai\\\/#website\",\"url\":\"https:\\\/\\\/3dolphins.ai\\\/\",\"name\":\"\",\"description\":\"Artificial Intelligence dan Omnichannel Platform Provider\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/3dolphins.ai\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Knowledge & RAG untuk Mendukung Jawaban Kontekstual | 3Dolphins.ai","description":"Hubungkan jawaban AI dengan dokumen dan pengetahuan bisnis melalui retrieval-augmented generation. Dukung respons yang kontekstual dan dapat ditelusuri.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/3dolphins.ai\/en\/retrieval-augmented-generation\/","og_locale":"en_US","og_type":"article","og_title":"Knowledge & RAG untuk Mendukung Jawaban Kontekstual | 3Dolphins.ai","og_description":"Hubungkan jawaban AI dengan dokumen dan pengetahuan bisnis melalui retrieval-augmented generation. Dukung respons yang kontekstual dan dapat ditelusuri.","og_url":"https:\/\/3dolphins.ai\/en\/retrieval-augmented-generation\/","article_modified_time":"2026-10-02T11:14:28+00:00","twitter_card":"summary_large_image","twitter_misc":{"Est. reading time":"4 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/3dolphins.ai\/retrieval-augmented-generation\/","url":"https:\/\/3dolphins.ai\/retrieval-augmented-generation\/","name":"Knowledge & RAG untuk Mendukung Jawaban Kontekstual | 3Dolphins.ai","isPartOf":{"@id":"https:\/\/3dolphins.ai\/#website"},"datePublished":"2026-10-02T06:31:44+00:00","dateModified":"2026-10-02T11:14:28+00:00","description":"Hubungkan jawaban AI dengan dokumen dan pengetahuan bisnis melalui retrieval-augmented generation. Dukung respons yang kontekstual dan dapat ditelusuri.","breadcrumb":{"@id":"https:\/\/3dolphins.ai\/retrieval-augmented-generation\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/3dolphins.ai\/retrieval-augmented-generation\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/3dolphins.ai\/retrieval-augmented-generation\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/3dolphins.ai\/"},{"@type":"ListItem","position":2,"name":"Knowledge &#038; RAG"}]},{"@type":"WebSite","@id":"https:\/\/3dolphins.ai\/#website","url":"https:\/\/3dolphins.ai\/","name":"","description":"Artificial Intelligence dan Omnichannel Platform Provider","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/3dolphins.ai\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"}]}},"_links":{"self":[{"href":"https:\/\/3dolphins.ai\/en\/wp-json\/wp\/v2\/pages\/7572","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/3dolphins.ai\/en\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/3dolphins.ai\/en\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/3dolphins.ai\/en\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/3dolphins.ai\/en\/wp-json\/wp\/v2\/comments?post=7572"}],"version-history":[{"count":1,"href":"https:\/\/3dolphins.ai\/en\/wp-json\/wp\/v2\/pages\/7572\/revisions"}],"predecessor-version":[{"id":7639,"href":"https:\/\/3dolphins.ai\/en\/wp-json\/wp\/v2\/pages\/7572\/revisions\/7639"}],"wp:attachment":[{"href":"https:\/\/3dolphins.ai\/en\/wp-json\/wp\/v2\/media?parent=7572"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}